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    <title>Qol on Kailas Venkitasubramanian</title>
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      <title>Releasing v1.0 of the Charlotte-Mecklenburg Quality of Life Explorer Data Pipeline</title>
      <link>/blog/posts/2023-03-16-releasing-v1-0-of-the-charlotte-mecklenburg-quality-of-life-explorer-data-pipeline/</link>
      <pubDate>Thu, 16 Mar 2023 00:00:00 +0000</pubDate>
      <guid>/blog/posts/2023-03-16-releasing-v1-0-of-the-charlotte-mecklenburg-quality-of-life-explorer-data-pipeline/</guid>
      <description>&lt;script src=&#34;/blog/posts/2023-03-16-releasing-v1-0-of-the-charlotte-mecklenburg-quality-of-life-explorer-data-pipeline/index_files/fitvids/fitvids.min.js&#34;&gt;&lt;/script&gt;&#xD;&#xA;&#xA;&#xA;&#xA;&#xA;&lt;h2 id=&#34;a-successful-wrap&#34;&gt;A successful wrap&#xA;  &lt;a href=&#34;#a-successful-wrap&#34;&gt;&lt;svg class=&#34;anchor-symbol&#34; aria-hidden=&#34;true&#34; height=&#34;26&#34; width=&#34;26&#34; viewBox=&#34;0 0 22 22&#34; xmlns=&#34;http://www.w3.org/2000/svg&#34;&gt;&#xA;      &lt;path d=&#34;M0 0h24v24H0z&#34; fill=&#34;currentColor&#34;&gt;&lt;/path&gt;&#xA;      &lt;path d=&#34;M3.9 12c0-1.71 1.39-3.1 3.1-3.1h4V7H7c-2.76.0-5 2.24-5 5s2.24 5 5 5h4v-1.9H7c-1.71.0-3.1-1.39-3.1-3.1zM8 13h8v-2H8v2zm9-6h-4v1.9h4c1.71.0 3.1 1.39 3.1 3.1s-1.39 3.1-3.1 3.1h-4V17h4c2.76.0 5-2.24 5-5s-2.24-5-5-5z&#34;&gt;&lt;/path&gt;&#xA;    &lt;/svg&gt;&lt;/a&gt;&#xA;&lt;/h2&gt;&#xA;&lt;p&gt;It’s a great day today.&lt;/p&gt;&#xA;&lt;p&gt;We completed the version 1.0 of the Charlotte-Mecklenburg &#xA;&lt;a href=&#34;/project/qol-data-pipeline-automation/&#34;&gt;Quality of Life Explorer automation&lt;/a&gt; project. It’s hard to put in words how exciting and rewarding this feels but I’ll try anyways.&lt;/p&gt;&#xA;&lt;p&gt;We managed to automate most of the data and computational processes needed to generate the 80-odd quality of life indicators featured in the explorer and create functional data pipelines to serve the application. Through this work, we’ve accomplished a significant reduction of our project workload and fundamentally transformed the nature of our engagement in this project. The completion of this work also revitalizes our team’s vision to building a &#xA;&lt;a href=&#34;/project/ui-reproducibility-project&#34;&gt;reproducible data science framework&lt;/a&gt; at the Urban Institute and a &#xA;&lt;a href=&#34;/talk/towards-reproducible-data-science&#34;&gt;unified data ecosystem&lt;/a&gt;. Let me tell you how all this worked out.&lt;/p&gt;</description>
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      <title>QoL Data Pipeline Automation</title>
      <link>/project/qol-data-pipeline-automation/</link>
      <pubDate>Tue, 13 Dec 2022 00:00:00 +0000</pubDate>
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      <description>Making pipelines to the quality of life explorer seamless</description>
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      <title>Making Data Pipelines for the Quality of Life Explorer seamless</title>
      <link>/blog/posts/2022-03-13-making-data-pipelines-for-the-quality-of-life-explorer-seamless/</link>
      <pubDate>Sun, 13 Mar 2022 00:00:00 +0000</pubDate>
      <guid>/blog/posts/2022-03-13-making-data-pipelines-for-the-quality-of-life-explorer-seamless/</guid>
      <description>&lt;h2 id=&#34;introduction&#34;&gt;Introduction&#xA;  &lt;a href=&#34;#introduction&#34;&gt;&lt;svg class=&#34;anchor-symbol&#34; aria-hidden=&#34;true&#34; height=&#34;26&#34; width=&#34;26&#34; viewBox=&#34;0 0 22 22&#34; xmlns=&#34;http://www.w3.org/2000/svg&#34;&gt;&#xA;      &lt;path d=&#34;M0 0h24v24H0z&#34; fill=&#34;currentColor&#34;&gt;&lt;/path&gt;&#xA;      &lt;path d=&#34;M3.9 12c0-1.71 1.39-3.1 3.1-3.1h4V7H7c-2.76.0-5 2.24-5 5s2.24 5 5 5h4v-1.9H7c-1.71.0-3.1-1.39-3.1-3.1zM8 13h8v-2H8v2zm9-6h-4v1.9h4c1.71.0 3.1 1.39 3.1 3.1s-1.39 3.1-3.1 3.1h-4V17h4c2.76.0 5-2.24 5-5s-2.24-5-5-5z&#34;&gt;&lt;/path&gt;&#xA;    &lt;/svg&gt;&lt;/a&gt;&#xA;&lt;/h2&gt;&#xA;&lt;p&gt;The idea of building a full-fledged data and computational infrastructure to support the &#xA;&lt;a href=&#34;https://mcmap.org/qol&#34; target=&#34;_blank&#34; rel=&#34;noopener&#34;&gt;Charlotte-Mecklenburg Quality of Life (QoL) Explorer&lt;/a&gt; didn&amp;rsquo;t start with an explicit demand for it. Rather, we were grappling with a deliverables backlog that had accumulated during the Covid-19 pandemic and needed to make up ground to keep the explorer up-to-date and meet deadlines.&lt;/p&gt;</description>
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